BLIND BEAMFORMER FOR CONSTANT MODULUS SIGNALS BASED ON RELEVANCE VECTOR MACHINE

被引:0
|
作者
Hwang, Kyuho [1 ]
Choi, Sooyong [1 ]
机构
[1] Yonsei Univ, Sch Elect & Elect Engn, Seoul 120749, South Korea
关键词
Blind beamforming; Constant modulus algorithm; Relevance vector machine; COMMUNICATION-SYSTEMS; EQUALIZATION; ALGORITHM; ARRAY;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The blind beamforming method for constant modulus (CM) signals based on relevance vector machine (RVM) is proposed. The proposed beamforming method is obtained by incorporating the constant modulus algorithm (CMA)-like error function into the conventional RVM framework. The RVM framework formulates the parameters of beamfomer by exploiting a probabilistic Bayesian learning procedure with assumption of Gaussian prior for parameters. The simulation results show that the proposed blind beamforming method can restore the desired signals with crowded interference signals.
引用
收藏
页码:2112 / 2115
页数:4
相关论文
共 50 条
  • [1] BLIND SEPARATION AND CAPTURE OF COMMUNICATION SIGNALS USING A MULTITARGET CONSTANT MODULUS BEAMFORMER
    AGEE, BG
    1989 IEEE MILITARY COMMUNICATIONS CONFERENCE, VOLS 1-3: BRIDGING THE GAP : INTEROPERABILITY, SURVIVABILITY, SECURITY, 1989, : 340 - 346
  • [2] Blind equalization of constant modulus signals via support vector regression
    Santamaría, I
    Ibáñez, J
    Vielva, L
    Pantaleón, C
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PROCEEDINGS: SPEECH II; INDUSTRY TECHNOLOGY TRACKS; DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS; NEURAL NETWORKS FOR SIGNAL PROCESSING, 2003, : 737 - 740
  • [3] Blind equalization of constant modulus signals using support vector machines
    Santamaría, I
    Pantaleón, C
    Vielva, L
    Ibáñez, J
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (06) : 1773 - 1782
  • [4] SVM-based blind beamforming of constant modulus signals
    Santamaría, I
    Vía, J
    Merino, J
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 2029 - 2033
  • [5] Blind Equalization Using v- Support Vector Regressor for Constant Modulus Signals
    Liu, Feng
    An, Hu-cheng
    Li, Jia-ming
    Ge, Lin-dong
    2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 161 - 164
  • [6] Blind Equalization of Constant Modulus Signals Based on Gaussian Process for Classification
    Zhifei Sun
    Tinghuan Chen
    You Tong
    Meng Zhang
    Wireless Personal Communications, 2017, 97 : 6005 - 6018
  • [7] Blind Equalization of Constant Modulus Signals Based on Gaussian Process for Classification
    Sun, Zhifei
    Chen, Tinghuan
    Tong, You
    Zhang, Meng
    WIRELESS PERSONAL COMMUNICATIONS, 2017, 97 (04) : 6005 - 6018
  • [8] On the convergence of blind adaptive equalizers for constant modulus signals
    Rupp, M
    Sayed, AH
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2000, 48 (05) : 795 - 803
  • [9] Blind equalizer for constant-modulus signals based on Gaussian process regression
    Hwang, Kyuho
    Choi, Sooyong
    SIGNAL PROCESSING, 2012, 92 (06) : 1397 - 1403
  • [10] A new blind equalization method based on negentropy minimization for constant modulus signals
    Choi, Sooyong
    Chung, Jong-Moon
    Jeong, Wun-Cheol
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2008, E91B (04) : 1207 - 1210